{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use OSMnx to plot street network over place shape\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "This example uses Portland, Maine - a city with several islands within its municipal boundaries. Thus, we set `retain_all=True` when getting the network so that we keep all the graph components, not just the largest connected component.\n",
    "\n",
    "  - [Documentation](https://osmnx.readthedocs.io/)\n",
    "  - [Journal article and citation info](https://geoffboeing.com/publications/osmnx-paper/)\n",
    "  - [Code repository](https://github.com/gboeing/osmnx)\n",
    "  - [Examples gallery](https://github.com/gboeing/osmnx-examples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:13.340045500Z",
     "start_time": "2025-03-08T08:09:09.742790Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "'2.0.1'"
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import osmnx as ox\n",
    "\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:27.939074300Z",
     "start_time": "2025-03-08T08:09:13.342044500Z"
    }
   },
   "outputs": [],
   "source": [
    "# get the place boundaries\n",
    "place = \"Portland, Maine\"\n",
    "gdf = ox.geocoder.geocode_to_gdf(place)\n",
    "\n",
    "# get the street network, with retain_all=True to retain all the disconnected islands' networks\n",
    "G = ox.graph.graph_from_place(place, network_type=\"drive\", retain_all=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:28.995148800Z",
     "start_time": "2025-03-08T08:09:27.941074600Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the network, but do not show it or close it yet\n",
    "fig, ax = ox.plot.plot_graph(\n",
    "    G,\n",
    "    show=False,\n",
    "    close=False,\n",
    "    bgcolor=\"#333333\",\n",
    "    edge_color=\"w\",\n",
    "    edge_linewidth=0.3,\n",
    "    node_size=0,\n",
    ")\n",
    "\n",
    "# to this matplotlib axis, add the place shape(s)\n",
    "gdf.plot(ax=ax, fc=\"k\", ec=\"#666666\", lw=1, alpha=1, zorder=-1)\n",
    "\n",
    "# optionally set up the axes extents\n",
    "margin = 0.02\n",
    "west, south, east, north = gdf.union_all().bounds\n",
    "margin_ns = (north - south) * margin\n",
    "margin_ew = (east - west) * margin\n",
    "ax.set_ylim((south - margin_ns, north + margin_ns))\n",
    "ax.set_xlim((west - margin_ew, east + margin_ew))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice this municipal boundary is an administrative boundary, not a physical boundary, so it represents jurisdictional bounds, not individual physical features like islands. To retrieve individual islands' geometries, use the `features` module to search for features matching certain OSM tags:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:33.380455700Z",
     "start_time": "2025-03-08T08:09:28.995148800Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "(27, 16)"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "islands = ox.features.features_from_place(place, tags={\"place\": [\"island\", \"islet\"]})\n",
    "islands.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:33.380455700Z",
     "start_time": "2025-03-08T08:09:33.125439400Z"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
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